{"id":"W7116722331","doi":"10.33137/jns.v4i1.46635","title":"Contact Us","year":2025,"lang":"","type":"article","venue":"UTSC s Journal of Natural Sciences","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005998763,0.0004422006,0.0008936141,0.001749116,0.001039032,0.001000532,0.002872595,0.0001902382,0.0005564832],"category_scores_gemma":[0.002282747,0.0003017161,0.0006636841,0.005615103,0.001873299,0.002545883,0.0002765916,0.001624812,0.0003754963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005250138,"about_ca_system_score_gemma":0.002755592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000823728,"about_ca_topic_score_gemma":0.00005949985,"domain_scores_codex":[0.9939201,0.0005302355,0.001683497,0.0004761897,0.002348814,0.001041203],"domain_scores_gemma":[0.995137,0.0008517188,0.002121526,0.0002527609,0.001289549,0.0003473918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003046826,0.001517155,0.2331574,0.0002544523,0.001989387,0.001660035,0.002022373,0.00221001,0.3728004,0.06356972,0.1740373,0.1437349],"study_design_scores_gemma":[0.007757582,0.005194874,0.6655048,0.006064897,0.00132707,0.003181405,0.003750518,0.009369386,0.04651931,0.01536018,0.2341646,0.001805439],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8786955,0.08467644,0.0000329475,0.005746171,0.01377881,0.0002037012,0.00001601807,0.000018982,0.01683139],"genre_scores_gemma":[0.9946709,0.000794931,0.001094752,0.0008507633,0.0005410567,4.113953e-7,2.697388e-7,0.00001549844,0.002031414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4323474,"threshold_uncertainty_score":0.9999435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599312856842816,"score_gpt":0.3335717858718881,"score_spread":0.31757865730346,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}